> ## Documentation Index
> Fetch the complete documentation index at: https://docs.rotavision.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Agent governance

> The mental model behind Sakshi: as models become agents, the unit of governance shifts from the model to the decision. The five capabilities, and the three ways to connect.

Model governance asked one question: is this model fit for use? An agent asks a
harder one, thousands of times a day: was this specific decision fit to be made,
by this agent, with this autonomy, on this data? As models become agents, the
unit of governance shifts from the model to the decision.

Sakshi is the layer that governs at that unit. It sits beside the agents you
already run, single-tenant, inside your own environment. It does not replace
your models or your orchestration and it never sees a raw identifier: personal
data is [tokenized at ingest](/concepts/pii-tokenization) before anything is
stored.

## The five capabilities

Each capability owns one part of the decision, and each has its own concept page.

<CardGroup cols={2}>
  <Card title="Register" icon="clipboard-list" href="/concepts/know-your-agent">
    Know Your Agent. A live registry: every agent has an owner, an autonomy
    tier, a blast radius, and provenance. Nothing runs unregistered.
  </Card>

  <Card title="Witness" icon="link" href="/concepts/decision-chain">
    The flight recorder. Every decision is hashed onto a tamper-evident chain
    that anyone can recompute. No trust in the vendor required.
  </Card>

  <Card title="Bound" icon="shield-halved" href="/concepts/autonomy-envelopes">
    Autonomy envelopes. Each action routes to auto, review, or block by stakes
    and confidence, backed by circuit breakers and a drilled
    <a href="/concepts/kill-switch"> kill switch</a>.
  </Card>

  <Card title="Vidhi" icon="gavel" href="/concepts/evidence-packs">
    Evidence packs. Regulator instruments encoded as data and scored against
    your live evidence, exported as a signed bundle you could hand an examiner.
  </Card>
</CardGroup>

The fifth capability, Vishwas, screens for fairness declared-first and gates
flags on statistical significance. See the
[fairness screening guide](/guides/fairness-screening).

## How you connect

There are three ways in, and every one lands on the same chain.

<CardGroup cols={3}>
  <Card title="SDK" icon="code" href="/sdk/python">
    Wrap your calls in a few lines of Python: `register`, `witness`, `enforce`.
  </Card>

  <Card title="Middlewares" icon="plug" href="/integrations/overview">
    Add one line to an OpenAI, Anthropic, Gemini, Bedrock, LangChain, or
    LangGraph agent.
  </Card>

  <Card title="MCP" icon="server" href="/sdk/mcp">
    Govern any agent that speaks the Model Context Protocol, with no SDK in the
    agent at all.
  </Card>
</CardGroup>

<Note>
  Sakshi is built for regulated Indian enterprises first, with clause maps for
  RBI Model Risk Management, DPDP, SEBI, and IRDAI. Try a running instance at
  [demo.rotavision.com](https://demo.rotavision.com), or start with the
  [quickstart](/quickstart).
</Note>